{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 股票数据获取\n",
    "目前，获取股票数据的渠道有很多，而且基本上是免费的，比如，行情软件有同花顺、东方财富等，门户网站有新浪财经、腾讯财经、和讯网等。Python也有不少免费的开源api可以获取交易行情数据，如pandas自带的库，tushare和baostock等。由于pandas库不再支持yahoo数据库后变得很不好用，而baostock最早记录的数据是2006年，因此本文主要讲讲如何使用tushare获取股票交易数据和可视化分析，tushare基本上记录了股票自上市之日起所有的日交易数据，是目前分析国内A股（还支持其他非股票行情数据，如期货）比较好用的开源接口。阅读本文之前，建议学习或回顾下【手把手教你】系列文章，熟悉掌握pandas、tushare、numpy和matplotlib等包的用法，不然后面代码阅读起来可能比较吃力。废话少说，直接撸代码。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-21T12:25:10.225441Z",
     "start_time": "2019-04-21T12:25:02.432918Z"
    }
   },
   "outputs": [],
   "source": [
    "#先引入后面可能用到的包（package）\n",
    "import pandas as pd  \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "#正常显示画图时出现的中文\n",
    "from pylab import mpl\n",
    "#这里使用微软雅黑字体\n",
    "mpl.rcParams['font.sans-serif']=['SimHei']\n",
    "#画图时显示负号\n",
    "mpl.rcParams['axes.unicode_minus']=False\n",
    "import seaborn as sns  #画图用的\n",
    "import tushare as ts\n",
    "#Jupyter Notebook特有的magic命令\n",
    "#直接在行内显示图形\n",
    "%matplotlib inline    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "小试牛刀：获取上证指数自发布以来的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1990-12-20</td>\n",
       "      <td>113.1</td>\n",
       "      <td>113.5</td>\n",
       "      <td>113.5</td>\n",
       "      <td>112.85</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1990-12-21</td>\n",
       "      <td>113.5</td>\n",
       "      <td>113.5</td>\n",
       "      <td>113.5</td>\n",
       "      <td>113.40</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1990-12-24</td>\n",
       "      <td>113.5</td>\n",
       "      <td>114.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>113.30</td>\n",
       "      <td>8070.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1990-12-25</td>\n",
       "      <td>114.0</td>\n",
       "      <td>114.1</td>\n",
       "      <td>114.2</td>\n",
       "      <td>114.00</td>\n",
       "      <td>2780.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1990-12-26</td>\n",
       "      <td>114.4</td>\n",
       "      <td>114.3</td>\n",
       "      <td>114.4</td>\n",
       "      <td>114.20</td>\n",
       "      <td>310.0</td>\n",
       "      <td>sh</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date   open  close   high     low  volume code\n",
       "1  1990-12-20  113.1  113.5  113.5  112.85  1990.0   sh\n",
       "2  1990-12-21  113.5  113.5  113.5  113.40  1190.0   sh\n",
       "3  1990-12-24  113.5  114.0  114.0  113.30  8070.0   sh\n",
       "4  1990-12-25  114.0  114.1  114.2  114.00  2780.0   sh\n",
       "5  1990-12-26  114.4  114.3  114.4  114.20   310.0   sh"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sh=ts.get_k_data(code='sh',ktype='D', autype='qfq', start='1990-12-20')\n",
    "#code:股票代码，个股主要使用代码，如‘600000’\n",
    "#ktype:'D':日数据；‘m’：月数据，‘Y’:年数据\n",
    "#autype:复权选择，默认‘qfq’前复权\n",
    "#start：起始时间\n",
    "#end：默认当前时间\n",
    "#查看下数据前5行\n",
    "sh.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "能看到的第一列是索引，对于pandas的数据结构，最后将索引设置为时间序列，方便后面可视化分析。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#将数据列表中的第0列'date'设置为索引\n",
    "sh.index=pd.to_datetime(sh.date) \n",
    "#画出上证指数收盘价的走势\n",
    "sh['close'].plot(figsize=(12,6))\n",
    "plt.title('上证指数1990-2018年走势图')\n",
    "plt.xlabel('日期')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面的指数走势图还是可以清晰看出，股指分别在2007年和2015年有两波大牛市，然后又从高峰跌入谷底，目前处于下跌通道。真是辛辛苦苦28年，一夜回到解放前o(╥﹏╥)o"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 描述性统计"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>6645.00</td>\n",
       "      <td>6645.00</td>\n",
       "      <td>6645.00</td>\n",
       "      <td>6645.00</td>\n",
       "      <td>6.645000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1936.27</td>\n",
       "      <td>1937.52</td>\n",
       "      <td>1954.79</td>\n",
       "      <td>1916.32</td>\n",
       "      <td>7.017764e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1078.13</td>\n",
       "      <td>1079.51</td>\n",
       "      <td>1089.42</td>\n",
       "      <td>1065.40</td>\n",
       "      <td>1.018642e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>105.50</td>\n",
       "      <td>105.50</td>\n",
       "      <td>105.50</td>\n",
       "      <td>105.50</td>\n",
       "      <td>1.000000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1174.77</td>\n",
       "      <td>1174.80</td>\n",
       "      <td>1185.98</td>\n",
       "      <td>1162.31</td>\n",
       "      <td>5.103069e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1744.04</td>\n",
       "      <td>1741.62</td>\n",
       "      <td>1755.69</td>\n",
       "      <td>1725.16</td>\n",
       "      <td>2.047380e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2743.16</td>\n",
       "      <td>2744.07</td>\n",
       "      <td>2773.28</td>\n",
       "      <td>2712.30</td>\n",
       "      <td>1.086010e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>6057.43</td>\n",
       "      <td>6092.06</td>\n",
       "      <td>6124.04</td>\n",
       "      <td>6040.71</td>\n",
       "      <td>8.571328e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          open    close     high      low        volume\n",
       "count  6645.00  6645.00  6645.00  6645.00  6.645000e+03\n",
       "mean   1936.27  1937.52  1954.79  1916.32  7.017764e+07\n",
       "std    1078.13  1079.51  1089.42  1065.40  1.018642e+08\n",
       "min     105.50   105.50   105.50   105.50  1.000000e+01\n",
       "25%    1174.77  1174.80  1185.98  1162.31  5.103069e+06\n",
       "50%    1744.04  1741.62  1755.69  1725.16  2.047380e+07\n",
       "75%    2743.16  2744.07  2773.28  2712.30  1.086010e+08\n",
       "max    6057.43  6092.06  6124.04  6040.71  8.571328e+08"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#pandas的describe()函数提供了数据的描述性统计\n",
    "#count:数据样本，mean:均值，std:标准差\n",
    "sh.describe().round(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上述结果可以看出，上证指数从1990年12月20日至2018年11月7日（最后交易日是当前运行时间），一共有6645个样本，均值为1937.52点，标准差为1079.51点（波动还是比较大的），最大值是6092.06点。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#再查看下每日成交量 \n",
    "#2006年市场容量小，交易量比较小，我们从2007年开始看\n",
    "sh.loc[\"2007-01-01\":][\"volume\"].plot(figsize=(12,6))\n",
    "plt.title('上证指数2007-2018年日成交量图')\n",
    "plt.xlabel('日期')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图的成交量反映了一个有趣的现象，2014-2015年的大牛市很可能是天量的交易推动起来的，因为这期间实体经济并不景气，央行多次降息降准，货币宽松，资金流入股市，银行理财等影子银行在这期间疯狂扩张，场外加杠杆和配资主导了这一场牛市。感兴趣的朋友可以结合货币供给、实体经济指标、影子银行等数据一起分析，进行交叉验证。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 均线分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "      <th>20日均线</th>\n",
       "      <th>52日均线</th>\n",
       "      <th>252日均线</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-11-05</th>\n",
       "      <td>2018-11-05</td>\n",
       "      <td>2665.43</td>\n",
       "      <td>2665.43</td>\n",
       "      <td>2673.19</td>\n",
       "      <td>2639.27</td>\n",
       "      <td>193760100.0</td>\n",
       "      <td>sh</td>\n",
       "      <td>2603.3445</td>\n",
       "      <td>2678.619423</td>\n",
       "      <td>3073.374365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-11-06</th>\n",
       "      <td>2018-11-06</td>\n",
       "      <td>2660.72</td>\n",
       "      <td>2659.36</td>\n",
       "      <td>2660.86</td>\n",
       "      <td>2635.32</td>\n",
       "      <td>163669479.0</td>\n",
       "      <td>sh</td>\n",
       "      <td>2600.2620</td>\n",
       "      <td>2677.738077</td>\n",
       "      <td>3070.447619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-11-07</th>\n",
       "      <td>2018-11-07</td>\n",
       "      <td>2659.84</td>\n",
       "      <td>2641.34</td>\n",
       "      <td>2675.68</td>\n",
       "      <td>2639.25</td>\n",
       "      <td>173201986.0</td>\n",
       "      <td>sh</td>\n",
       "      <td>2596.0370</td>\n",
       "      <td>2677.206731</td>\n",
       "      <td>3067.407024</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  date     open    close     high      low       volume code  \\\n",
       "date                                                                           \n",
       "2018-11-05  2018-11-05  2665.43  2665.43  2673.19  2639.27  193760100.0   sh   \n",
       "2018-11-06  2018-11-06  2660.72  2659.36  2660.86  2635.32  163669479.0   sh   \n",
       "2018-11-07  2018-11-07  2659.84  2641.34  2675.68  2639.25  173201986.0   sh   \n",
       "\n",
       "                20日均线        52日均线       252日均线  \n",
       "date                                             \n",
       "2018-11-05  2603.3445  2678.619423  3073.374365  \n",
       "2018-11-06  2600.2620  2677.738077  3070.447619  \n",
       "2018-11-07  2596.0370  2677.206731  3067.407024  "
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#这里的平均线是通过自定义函数，手动设置20,52,252日均线\n",
    "#移动平均线：\n",
    "ma_day = [20,52,252]\n",
    "\n",
    "for ma in ma_day:\n",
    "    column_name = \"%s日均线\" %(str(ma))\n",
    "    sh[column_name] =sh[\"close\"].rolling(ma).mean()\n",
    "sh.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#画出2010年以来收盘价和均线图\n",
    "sh.loc['2010-10-8':][[\"close\",\"20日均线\",\"52日均线\",\"252日均线\"]].plot(figsize=(12,6))\n",
    "plt.title('2010-2018上证指数走势图')\n",
    "plt.xlabel('日期')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 上证指数的收益率和波动率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2005年之前的数据噪音太大，主要分析2005年之后的\n",
    "sh[\"日收益率\"] = sh[\"close\"].pct_change()\n",
    "sh[\"日收益率\"].loc['2005-01-01':].plot(figsize=(12,4))\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel('收益率')\n",
    "plt.title('2005-2018年上证指数日收益率')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "###这里我们改变一下线条的类型(linestyle)以及加一些标记(marker)\n",
    "sh[\"日收益率\"].loc['2014-01-01':].plot(figsize=(12,4),linestyle=\"--\",marker=\"o\",color=\"g\")\n",
    "plt.title('2014-2018年日收益率图')\n",
    "plt.xlabel('日期')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 多个股票指数（或者个股）情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-21T12:25:23.365914Z",
     "start_time": "2019-04-21T12:25:19.072541Z"
    }
   },
   "outputs": [],
   "source": [
    "#分析下常见的几个股票指数\n",
    "stocks={'上证指数':'sh','深证指数':'sz','沪深300':'hs300',\n",
    "        '上证50':'sz50','中小板指':'zxb','创业板':'cyb'}\n",
    "stock_index=pd.DataFrame()\n",
    "for stock in stocks.values():\n",
    "    stock_index[stock]=ts.get_k_data(stock,ktype='D', autype='qfq', start='2005-01-01')['close']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-21T12:25:24.373584Z",
     "start_time": "2019-04-21T12:25:24.287778Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sh</th>\n",
       "      <th>sz</th>\n",
       "      <th>hs300</th>\n",
       "      <th>sz50</th>\n",
       "      <th>zxb</th>\n",
       "      <th>cyb</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1242.77</td>\n",
       "      <td>3025.42</td>\n",
       "      <td>1003.45</td>\n",
       "      <td>827.07</td>\n",
       "      <td>5788.976</td>\n",
       "      <td>997.119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1251.94</td>\n",
       "      <td>3052.86</td>\n",
       "      <td>995.42</td>\n",
       "      <td>831.43</td>\n",
       "      <td>5814.922</td>\n",
       "      <td>998.394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1239.43</td>\n",
       "      <td>3028.73</td>\n",
       "      <td>978.70</td>\n",
       "      <td>822.50</td>\n",
       "      <td>5666.934</td>\n",
       "      <td>1027.681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1244.75</td>\n",
       "      <td>3035.59</td>\n",
       "      <td>1000.90</td>\n",
       "      <td>823.62</td>\n",
       "      <td>5718.764</td>\n",
       "      <td>1069.468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1252.40</td>\n",
       "      <td>3062.73</td>\n",
       "      <td>986.97</td>\n",
       "      <td>832.99</td>\n",
       "      <td>5462.570</td>\n",
       "      <td>1067.154</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        sh       sz    hs300    sz50       zxb       cyb\n",
       "0  1242.77  3025.42  1003.45  827.07  5788.976   997.119\n",
       "1  1251.94  3052.86   995.42  831.43  5814.922   998.394\n",
       "2  1239.43  3028.73   978.70  822.50  5666.934  1027.681\n",
       "3  1244.75  3035.59  1000.90  823.62  5718.764  1069.468\n",
       "4  1252.40  3062.73   986.97  832.99  5462.570  1067.154"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_index.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-21T12:25:27.742444Z",
     "start_time": "2019-04-21T12:25:27.631837Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sh</th>\n",
       "      <th>sz</th>\n",
       "      <th>hs300</th>\n",
       "      <th>sz50</th>\n",
       "      <th>zxb</th>\n",
       "      <th>cyb</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.007379</td>\n",
       "      <td>0.009070</td>\n",
       "      <td>-0.008002</td>\n",
       "      <td>0.005272</td>\n",
       "      <td>0.004482</td>\n",
       "      <td>0.001279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.009992</td>\n",
       "      <td>-0.007904</td>\n",
       "      <td>-0.016797</td>\n",
       "      <td>-0.010741</td>\n",
       "      <td>-0.025450</td>\n",
       "      <td>0.029334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.004292</td>\n",
       "      <td>0.002265</td>\n",
       "      <td>0.022683</td>\n",
       "      <td>0.001362</td>\n",
       "      <td>0.009146</td>\n",
       "      <td>0.040661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.006146</td>\n",
       "      <td>0.008941</td>\n",
       "      <td>-0.013917</td>\n",
       "      <td>0.011377</td>\n",
       "      <td>-0.044799</td>\n",
       "      <td>-0.002164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.004040</td>\n",
       "      <td>0.002233</td>\n",
       "      <td>-0.013060</td>\n",
       "      <td>0.005846</td>\n",
       "      <td>0.014144</td>\n",
       "      <td>0.009998</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         sh        sz     hs300      sz50       zxb       cyb\n",
       "1  0.007379  0.009070 -0.008002  0.005272  0.004482  0.001279\n",
       "2 -0.009992 -0.007904 -0.016797 -0.010741 -0.025450  0.029334\n",
       "3  0.004292  0.002265  0.022683  0.001362  0.009146  0.040661\n",
       "4  0.006146  0.008941 -0.013917  0.011377 -0.044799 -0.002164\n",
       "5  0.004040  0.002233 -0.013060  0.005846  0.014144  0.009998"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#计算这些股票指数每日涨跌幅\n",
    "tech_rets = stock_index.pct_change()[1:]\n",
    "tech_rets.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-21T12:25:28.373295Z",
     "start_time": "2019-04-21T12:25:28.335104Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sh</th>\n",
       "      <th>sz</th>\n",
       "      <th>hs300</th>\n",
       "      <th>sz50</th>\n",
       "      <th>zxb</th>\n",
       "      <th>cyb</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3473.000000</td>\n",
       "      <td>3473.000000</td>\n",
       "      <td>3473.000000</td>\n",
       "      <td>3473.000000</td>\n",
       "      <td>3473.000000</td>\n",
       "      <td>3473.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.000414</td>\n",
       "      <td>0.000531</td>\n",
       "      <td>0.000558</td>\n",
       "      <td>0.000530</td>\n",
       "      <td>0.000179</td>\n",
       "      <td>0.000282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.016393</td>\n",
       "      <td>0.018675</td>\n",
       "      <td>0.017347</td>\n",
       "      <td>0.017588</td>\n",
       "      <td>0.016950</td>\n",
       "      <td>0.015834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.088407</td>\n",
       "      <td>-0.092898</td>\n",
       "      <td>-0.092400</td>\n",
       "      <td>-0.094705</td>\n",
       "      <td>-0.084107</td>\n",
       "      <td>-0.089097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.006635</td>\n",
       "      <td>-0.008337</td>\n",
       "      <td>-0.007018</td>\n",
       "      <td>-0.007481</td>\n",
       "      <td>-0.006081</td>\n",
       "      <td>-0.003028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000775</td>\n",
       "      <td>0.000658</td>\n",
       "      <td>0.000703</td>\n",
       "      <td>0.000414</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.008367</td>\n",
       "      <td>0.010202</td>\n",
       "      <td>0.008797</td>\n",
       "      <td>0.008783</td>\n",
       "      <td>0.007912</td>\n",
       "      <td>0.004372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.094549</td>\n",
       "      <td>0.095942</td>\n",
       "      <td>0.093418</td>\n",
       "      <td>0.096731</td>\n",
       "      <td>0.097128</td>\n",
       "      <td>0.071586</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                sh           sz        hs300         sz50          zxb  \\\n",
       "count  3473.000000  3473.000000  3473.000000  3473.000000  3473.000000   \n",
       "mean      0.000414     0.000531     0.000558     0.000530     0.000179   \n",
       "std       0.016393     0.018675     0.017347     0.017588     0.016950   \n",
       "min      -0.088407    -0.092898    -0.092400    -0.094705    -0.084107   \n",
       "25%      -0.006635    -0.008337    -0.007018    -0.007481    -0.006081   \n",
       "50%       0.000775     0.000658     0.000703     0.000414     0.000000   \n",
       "75%       0.008367     0.010202     0.008797     0.008783     0.007912   \n",
       "max       0.094549     0.095942     0.093418     0.096731     0.097128   \n",
       "\n",
       "               cyb  \n",
       "count  3473.000000  \n",
       "mean      0.000282  \n",
       "std       0.015834  \n",
       "min      -0.089097  \n",
       "25%      -0.003028  \n",
       "50%       0.000000  \n",
       "75%       0.004372  \n",
       "max       0.071586  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#收益率描述性统计\n",
    "tech_rets.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-21T12:25:28.982537Z",
     "start_time": "2019-04-21T12:25:28.974602Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sh       0.041366\n",
       "sz       0.053125\n",
       "hs300    0.055793\n",
       "sz50     0.053008\n",
       "zxb      0.017918\n",
       "cyb      0.028230\n",
       "dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#均值其实都大于0\n",
    "tech_rets.mean()*100 #转换为%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-21T12:25:30.600970Z",
     "start_time": "2019-04-21T12:25:29.951509Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x18ba4f33a90>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#jointplot这个函数可以画出两个指数的”相关性系数“，或者说皮尔森相关系数\n",
    "sns.jointplot('sh','sz',data=tech_rets)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-21T12:25:32.203742Z",
     "start_time": "2019-04-21T12:25:30.790689Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x18ba512cc50>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x540 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#成对的比较不同数据集之间的相关性，而对角线则会显示该数据集的直方图\n",
    "sns.pairplot(tech_rets.iloc[:,3:].dropna())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-21T12:25:42.348976Z",
     "start_time": "2019-04-21T12:25:32.207214Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x18ba50b3588>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x540 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "returns_fig = sns.PairGrid(tech_rets.iloc[:,3:].dropna())\n",
    "  \n",
    "###右上角画散点图\n",
    "returns_fig.map_upper(plt.scatter,color=\"purple\") \n",
    " \n",
    "###左下角画核密度图 \n",
    "returns_fig.map_lower(sns.kdeplot,cmap=\"cool_d\") \n",
    " \n",
    "###对角线的直方图 \n",
    "returns_fig.map_diag(plt.hist,bins=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 收益率与风险（标准差）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-21T12:25:42.364051Z",
     "start_time": "2019-04-21T12:25:42.353105Z"
    }
   },
   "outputs": [],
   "source": [
    "#构建一个计算股票收益率和标准差的函数\n",
    "#默认起始时间为'2005-01-01'\n",
    "def return_risk(stocks,startdate='2005-01-01'):\n",
    "    close=pd.DataFrame()\n",
    "    for stock in stocks.values():\n",
    "        close[stock]=ts.get_k_data(stock,ktype='D', autype='qfq', start=startdate)['close']\n",
    "    tech_rets = close.pct_change()[1:]\n",
    "    rets = tech_rets.dropna()\n",
    "    ret_mean=rets.mean()*100\n",
    "    ret_std=rets.std()*100\n",
    "    return ret_mean,ret_std\n",
    "\n",
    "#画图函数\n",
    "def plot_return_risk():\n",
    "    ret,vol=return_risk(stocks)\n",
    "    color=np.array([ 0.18, 0.96, 0.75, 0.3, 0.9,0.5])\n",
    "    plt.scatter(ret, vol, marker = 'o', c=color,s = 500,cmap=plt.get_cmap('Spectral'))\n",
    "    plt.xlabel(\"日收益率均值%\")     \n",
    "    plt.ylabel(\"标准差%\")\n",
    "    for label,x,y in zip(stocks.keys(),ret,vol):\n",
    "        plt.annotate(label,xy = (x,y),xytext = (20,20),\n",
    "            textcoords = \"offset points\",ha = \"right\",va = \"bottom\",\n",
    "            bbox = dict(boxstyle = 'round,pad=0.5',\n",
    "            fc = 'yellow', alpha = 0.5),\n",
    "                arrowprops = dict(arrowstyle = \"->\",\n",
    "                    connectionstyle = \"arc3,rad=0\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-21T12:25:47.400518Z",
     "start_time": "2019-04-21T12:25:42.367987Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stocks={'上证指数':'sh','深证指数':'sz','沪深300':'hs300',\n",
    "        '上证50':'sz50','中小板指数':'zxb','创业板指数':'cyb'}\n",
    "plot_return_risk()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stocks={'中国平安':'601318','格力电器':'000651','招商银行':'600036',\n",
    "        '恒生电子':'600570','中信证券':'600030','贵州茅台':'600519'}\n",
    "startdate='2018-01-01'\n",
    "plot_return_risk()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 蒙特卡洛模拟分析\n",
    "\n",
    "蒙特卡洛模拟是一种统计学方法，用来模拟数据的演变趋势。蒙特卡洛模拟是在二战期间，当时在原子弹研制的项目中，为了模拟裂变物质的中子随机扩散现象，由美国数学家冯·诺伊曼和乌拉姆等发明的一种统计方法。之所以起名叫蒙特卡洛模拟，是因为蒙特卡洛在是欧洲袖珍国家摩纳哥一个城市，这个城市在当时是非常著名的一个赌城。因为赌博的本质是算概率，而蒙特卡洛模拟正是以概率为基础的一种方法，所以用赌城的名字为这种方法命名。蒙特卡洛模拟每次输入都随机选择输入值，通过大量的模拟次数，最终得出一个累计概率分布图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date\n",
       "2005-01-05    0.007379\n",
       "2005-01-06   -0.009992\n",
       "2005-01-07    0.004292\n",
       "2005-01-10    0.006146\n",
       "2005-01-11    0.004040\n",
       "Name: close, dtype: float64"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=ts.get_k_data('sh',ktype='D', autype='qfq', start='2005-01-01')\n",
    "df.index=pd.to_datetime(df.date)\n",
    "tech_rets = df.close.pct_change()[1:]\n",
    "rets = tech_rets.dropna()\n",
    "rets.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.026496813699825043"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#下面的结果说明，我们95%的置信，一天我们不会损失超过0.0264...\n",
    "rets.quantile(0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "#构建蒙特卡洛模拟函数\n",
    "def monte_carlo(start_price,days,mu,sigma):\n",
    "    dt=1/days\n",
    "    price = np.zeros(days)\n",
    "    price[0] = start_price\n",
    "    shock = np.zeros(days)\n",
    "    drift = np.zeros(days)\n",
    "     \n",
    "    for x in range(1,days):\n",
    "        shock[x] = np.random.normal(loc=mu * dt,scale=sigma * np.sqrt(dt))\n",
    "        drift[x] = mu * dt\n",
    "        price[x] = price[x-1] + (price[x-1] *(drift[x] + shock[x]))\n",
    "    return price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'经过 252 天后上证指数模拟价格分布图')"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#模拟次数\n",
    "runs = 10000\n",
    "start_price = 2641.34 #今日收盘价\n",
    "days = 252\n",
    "mu=rets.mean()\n",
    "sigma=rets.std()\n",
    "simulations = np.zeros(runs)\n",
    "\n",
    "for run in range(runs):\n",
    "    simulations[run] = monte_carlo(start_price,days,mu,sigma)[days-1]\n",
    "q = np.percentile(simulations,1)\n",
    "plt.figure(figsize=(8,6))\n",
    "plt.hist(simulations,bins=50,color='grey')\n",
    "plt.figtext(0.6,0.8,s=\"初始价格: %.2f\" % start_price)\n",
    "plt.figtext(0.6,0.7,\"预期价格均值: %.2f\" %simulations.mean())\n",
    "plt.figtext(0.15,0.6,\"q(0.99: %.2f)\" %q)\n",
    "plt.axvline(x=q,linewidth=6,color=\"r\")\n",
    "plt.title(\"经过 %s 天后上证指数模拟价格分布图\" %days,weight=\"bold\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实际上蒙特卡洛模拟在期权定价里面还是很有用的。我们借用期权定价里对未来股票走势的假定来进行蒙特卡洛模拟。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "经过250000次模拟，得出1年以后上证指数的预期平均收盘价为：2776.85\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from time import time\n",
    "np.random.seed(2018)\n",
    "t0=time()\n",
    "S0=2641.34\n",
    "T=1.0; \n",
    "r=0.05; \n",
    "sigma=rets.std()\n",
    "M=50;\n",
    "dt=T/M; \n",
    "I=250000\n",
    "S=np.zeros((M+1,I))\n",
    "S[0]=S0\n",
    "for t in range(1,M+1):\n",
    "    z=np.random.standard_normal(I)\n",
    "    S[t]=S[t-1]*np.exp((r-0.5*sigma**2)*dt+sigma*np.sqrt(dt)*z)\n",
    "s_m=np.sum(S[-1])/I\n",
    "tnp1=time()-t0\n",
    "print('经过250000次模拟，得出1年以后上证指数的预期平均收盘价为：%.2f'%s_m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(S[:,:10])\n",
    "plt.grid(True)\n",
    "plt.title('上证指数蒙特卡洛模拟其中10条模拟路径图')\n",
    "plt.xlabel('时间')\n",
    "plt.ylabel('指数')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'上证指数蒙特卡洛模拟')"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "plt.hist(S[-1], bins=120)\n",
    "plt.grid(True)\n",
    "plt.xlabel('指数水平')\n",
    "plt.ylabel('频率')\n",
    "plt.title('上证指数蒙特卡洛模拟')"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
